Machine Learning

Causal-Entity Reflected Egocentric Traffic Accident Video Synthesis ICCV 2025 Causal Explanation of Quality of Parent-Child Interactions with Multimodal Behavioral Features (Student Abstract) AAAI 2025 Causal Graph based Event Reasoning using Semantic Relation Experts ACL 2025 CausalGraphBench: a Benchmark for Evaluating Language Models capabilities of Causal Graph discovery ACL 2025 Causal Graphical Models for Vision-Language Compositional Understanding ICLR 2025 Causal Inference amid Missingness-Specific Independences and Mechanism Shifts UAI 2025 Causal Inference with Large Language Model: A Survey NAACL 2025 Causal-Inspired Multitask Learning for Video-Based Human Pose Estimation AAAI 2025 Causal Interventions Reveal Shared Structure Across English Filler–Gap Constructions EMNLP 2025 Causal Invariance-aware Augmentation for Brain Graph Contrastive Learning ICML 2025 Causality-Aware Contrastive Learning for Robust Multivariate Time-Series Anomaly Detection ICML 2025 Causality-guided Prompt Learning for Vision-language Models via Visual Granulation ICCV 2025 Causality-Inspired Disentanglement for Fair Graph Neural Networks IJCAI 2025 Causality Inspired Federated Learning for OOD Generalization ICML 2025 Causal Learning Meet Covariates: Empowering Lightweight and Effective Nationwide Air Quality Forecasting IJCAI 2025 Causal Logistic Bandits with Counterfactual Fairness Constraints ICML 2025 Causally Consistent Normalizing Flow AAAI 2025 Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias NAACL 2025 Causal Models for Growing Networks UAI 2025 Causal Prompting: Debiasing Large Language Model Prompting Based on Front-Door Adjustment AAAI 2025 Causal Representation Learning from General Environments under Nonparametric Mixing AISTATS 2025 Causal Representation Learning from Multimodal Biomedical Observations ICLR 2025 Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness EMNLP 2025 CausalRivers - Scaling up benchmarking of causal discovery for real-world time-series ICLR 2025 Causal Structure Discovery for Error Diagnostics of Children's ASR Interspeech 2025